Promptify and json_prompt_formatter
About Promptify
promptslab/Promptify
Prompt Engineering | Prompt Versioning | Use GPT or other prompt based models to get structured output. Join our discord for Prompt-Engineering, LLMs and other latest research
Provides task-specific NLP classes (NER, classification, QA, relation extraction) that return type-safe Pydantic models instead of raw text, eliminating parsing brittleness. Abstracts away LLM provider differences through LiteLLM, allowing seamless switching between OpenAI, Anthropic, Ollama, and 100+ other backends with a single model string. Includes built-in evaluation metrics (precision, recall, F1) and cost tracking, plus batch/async processing for production workloads.
About json_prompt_formatter
SemTiOne/json_prompt_formatter
A CLI and Python tool for converting text prompts into structured JSON/JSONL formats. Features 7 built-in templates, batch processing, and handles 1000+ prompts efficiently. Perfect for AI/ML workflows and prompt engineering.
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